LoanPredictor is an innovative Streamlit-based application designed to predict loan approval outcomes with a strong emphasis on interpretability and algorithmic fairness. Leveraging advanced machine learning models, the system provides transparent explanations for its decisions, enabling users and stakeholders to clearly understand the key factors influencing loan approvals. The application integrates fairness-aware algorithms to actively minimize biases, ensuring equitable treatment across sensitive attributes such as income, marital status, and gender. Through a streamlined, user-friendly interface, individuals can input their personal and financial data to receive accurate and comprehensible predictions. Built on Streamlit, the platform supports intuitive user interaction and rapid prototyping. By embedding ethical AI principles into the loan evaluation process, LoanPredictor empowers financial institutions to adopt transparent, fair, and responsible decision-making practices—ultimately transforming traditional lending into a more inclusive and accountable system.